Compare
A · run_e58057vsB · run_b05cbfresearch-briefSwap A and B- Duration
- 39.3s +446%
- A: 7.2s
- Cost
- $0.051 +6%
- A: $0.048
- Tokens
- 8.5k -57%
- A: 19.7k
- Steps
- 6 -45%
- A: 11
- Model changed
- Claude Sonnet
- A: GPT-4.1
Steps, aligned
| Change | Step | A | B |
|---|---|---|---|
| Slower | Input policy check | 0.1s | 0.7s |
| Slower | Plan the task | 0.8s | 9.0s |
| Slower | web_search | 0.4s | 3.7s |
| Slower | Retrieve context · top 8 | 0.5s | 4.5s |
| Slower | Decide next step | 0.8s | 8.8s |
| Changed | Write final answer | 0.4s | 10.2s |
| Removed | web_search | 0.5s | — |
| Removed | Decide next step | 1.3s | — |
| Removed | web_search | 0.6s | — |
| Removed | fetch_page | 0.5s | — |
| Removed | Write final answer | 0.9s | — |
Output diff
− 0 words + 0 words 100% unchangedSummary: four of the six sources agree that agencies switch tools mainly over client portals, pricing and reporting. The strongest evidence is a 2026 survey of 1,200 agencies and two public case studies. Confidence: high.